SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 9451–9475 of 10817 papers

TitleStatusHype
Modulating early visual processing by languageCode0
Kernel Pooling for Convolutional Neural Networks—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
Extended Named Entity Recognition API and Its Applications in Language Education—0
A Corpus of Natural Language for Visual Reasoning—0
Feature-Rich Networks for Knowledge Base Completion—0
Multi-Level Attention Networks for Visual Question Answering—0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths—0
Gated Self-Matching Networks for Reading Comprehension and Question Answering—0
A Constituent-Centric Neural Architecture for Reading Comprehension—0
Coarse-to-Fine Question Answering for Long Documents—0
Deep Learning in Semantic Kernel Spaces—0
Benben: A Chinese Intelligent Conversational Robot—0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning—0
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation SystemsCode0
Olelo: A Question Answering Application for Biomedicine—0
Latent-Variable PCFGs: Background and Applications—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
End-to-End Non-Factoid Question Answering with an Interactive Visualization of Neural Attention Weights—0
RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations—0
Neural Relation Extraction with Multi-lingual Attention—0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings—0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified